{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第一回：Matplotlib初相识"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、认识matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib是一个Python 2D绘图库，能够以多种硬拷贝格式和跨平台的交互式环境生成出版物质量的图形，用来绘制各种静态，动态，交互式的图表。\n",
    "\n",
    "Matplotlib可用于Python脚本，Python和IPython Shell、Jupyter notebook，Web应用程序服务器和各种图形用户界面工具包等。\n",
    "\n",
    "Matplotlib是Python数据可视化库中的泰斗，它已经成为python中公认的数据可视化工具，我们所熟知的pandas和seaborn的绘图接口其实也是基于matplotlib所作的高级封装。\n",
    "\n",
    "为了对matplotlib有更好的理解，让我们从一些最基本的概念开始认识它，再逐渐过渡到一些高级技巧中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、一个最简单的绘图例子"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib的图像是画在figure（如windows，jupyter窗体）上的，每一个figure又包含了一个或多个axes（一个可以指定坐标系的子区域）。最简单的创建figure以及axes的方式是通过`pyplot.subplots`命令，创建axes以后，可以使用`Axes.plot`绘制最简易的折线图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x19b76d66f08>]"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()  # 创建一个包含一个axes的figure\n",
    "ax.plot([1, 2, 3, 4], [1, 4, 2, 3])  # 绘制图像"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "和MATLAB命令类似，你还可以通过一种更简单的方式绘制图像，`matplotlib.pyplot`方法能够直接在当前axes上绘制图像，如果用户未指定axes，matplotlib会帮你自动创建一个。所以上面的例子也可以简化为以下这一行代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x11fe96b50>]"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1, 2, 3, 4], [1, 4, 2, 3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 四、两种绘图接口"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib提供了两种最常用的绘图接口\n",
    "\n",
    "1. 显式创建figure和axes，在上面调用绘图方法，也被称为OO模式（object-oriented style)\n",
    "\n",
    "2. 依赖pyplot自动创建figure和axes，并绘图\n",
    "\n",
    "使用第一种绘图接口，是这样的："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.         0.02020202 0.04040404 0.06060606 0.08080808 0.1010101\n",
      " 0.12121212 0.14141414 0.16161616 0.18181818 0.2020202  0.22222222\n",
      " 0.24242424 0.26262626 0.28282828 0.3030303  0.32323232 0.34343434\n",
      " 0.36363636 0.38383838 0.4040404  0.42424242 0.44444444 0.46464646\n",
      " 0.48484848 0.50505051 0.52525253 0.54545455 0.56565657 0.58585859\n",
      " 0.60606061 0.62626263 0.64646465 0.66666667 0.68686869 0.70707071\n",
      " 0.72727273 0.74747475 0.76767677 0.78787879 0.80808081 0.82828283\n",
      " 0.84848485 0.86868687 0.88888889 0.90909091 0.92929293 0.94949495\n",
      " 0.96969697 0.98989899 1.01010101 1.03030303 1.05050505 1.07070707\n",
      " 1.09090909 1.11111111 1.13131313 1.15151515 1.17171717 1.19191919\n",
      " 1.21212121 1.23232323 1.25252525 1.27272727 1.29292929 1.31313131\n",
      " 1.33333333 1.35353535 1.37373737 1.39393939 1.41414141 1.43434343\n",
      " 1.45454545 1.47474747 1.49494949 1.51515152 1.53535354 1.55555556\n",
      " 1.57575758 1.5959596  1.61616162 1.63636364 1.65656566 1.67676768\n",
      " 1.6969697  1.71717172 1.73737374 1.75757576 1.77777778 1.7979798\n",
      " 1.81818182 1.83838384 1.85858586 1.87878788 1.8989899  1.91919192\n",
      " 1.93939394 1.95959596 1.97979798 2.        ]\n"
     ]
    }
   ],
   "source": [
    "x = np.linspace(0, 2, 100)\n",
    "print(x)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x19b7b8b8dc8>"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, x, label='linear')  \n",
    "ax.plot(x, x**2, label='quadratic')\n",
    "ax.plot(x, x**3, label='cubic')\n",
    "ax.plot(x, np.sin(x), label='cubic')\n",
    "ax.set_xlabel('x label') \n",
    "ax.set_ylabel('y label') \n",
    "ax.set_title(\"Simple Plot\")  \n",
    "ax.legend() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "而如果采用第二种绘图接口，绘制同样的图，代码是这样的："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x19b7af46248>"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2, 100)\n",
    "\n",
    "\n",
    "plt.plot(x, x, label='linear')\n",
    "plt.plot(x, x**2, label='quadratic')\n",
    "plt.plot(x, x**3, label='cubic')\n",
    "\n",
    "plt.xlabel('x label')\n",
    "plt.ylabel('y label')\n",
    "plt.title(\"Simple Plot\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参考资料\n",
    "\n",
    "[1.matplotlib官网用户指南](https://matplotlib.org/tutorials/introductory/usage.html#sphx-glr-tutorials-introductory-usage-py)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "tianchi_metadata": {
   "competitions": [],
   "datasets": [],
   "description": "",
   "notebookId": "433301",
   "source": "dsw"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "toc-autonumbering": false,
  "toc-showmarkdowntxt": false,
  "toc-showtags": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
